CVPR-2020-Paper-Code-Statistics

Crawl CVPR 2020 paper and code, make statistical visualization of topic and keyword.

Quick Start

1. Download this project:

   git clone https://github.com/ShaofengZou/CVPR-2020-Paper-Code-Statistics.git

2. Download CVPR papers:

   download_cvpr_pdfs.ipynb

   or

   python download_cvpr_pdfs.py

3. Crawl the github code url, stars, topics from paperswithcode

   cvpr_paper_code_statistics.ipynb

   or

   python cvpr_paper_code_statistics.py

Information

In CVPR2020, we find 581 papers with available code through paperswithcode. We analysis these papers and get following information.

Topics

Count topics of each paper with code

	topic	count
8		3443
0	object-detection	57
2	semantic-segmentation	49
3	image-classification	32
4	image-generation	26
83	pose-estimation	25
5	instance-segmentation	22
61	architecture-search	20
57	optical-flow-estimation	17
1	image-retrieval	16
33	super-resolution	14

Wordcloud of topics

Paper information

Include title, author, topics, github url, code stars, etc.

	title	author	task 1	task 2	task 3	github	stars
1	Context R-CNN: Long Term Temporal Context for Per-Camera Object Detection	Sara Beery	object-detection	video-understanding		https://github.com/tensorflow/models/tree/master/research/object_detection	64576
2	MnasFPN: Learning Latency-Aware Pyramid Architecture for Object Detection on Mobile Devices	Bo Chen	object-detection			https://github.com/tensorflow/models/tree/master/research/object_detection	64576
3	Google Landmarks Dataset v2 - A Large-Scale Benchmark for Instance-Level Recognition and Retrieval	Tobias Weyand	image-retrieval	transfer-learning		https://github.com/tensorflow/models/tree/master/research/delf	64576
4	PointRend: Image Segmentation As Rendering	Alexander Kirillov	semantic-segmentation			https://github.com/facebookresearch/detectron2/tree/master/projects/PointRend	11147
5	Distilling Effective Supervision From Severe Label Noise	Zizhao Zhang	image-classification			https://github.com/google-research/google-research/tree/master/ieg	10588
6	Bridging the Gap Between Anchor-Based and Anchor-Free Detection via Adaptive Training Sample Selection	Shifeng Zhang	object-detection			https://github.com/open-mmlab/mmdetection	10263
7	Analyzing and Improving the Image Quality of StyleGAN	Tero Karras	image-generation			https://github.com/NVlabs/stylegan2	4713
8	SpineNet: Learning Scale-Permuted Backbone for Recognition and Localization	Xianzhi Du	instance-segmentation	architecture-search	object-detection	https://github.com/tensorflow/tpu/tree/master/models/official/detection	3585

Search papers using topic or keyword

Input:

pull_papers(df, ['denoising'])

Output:

	title	author	task 1	task 2	task 3	github	stars
127	FastDVDnet: Towards Real-Time Deep Video Denoi...	Matias Tassano	denoising	motion-compensation	motion-estimation	https://github.com/m-tassano/fastdvdnet	102
172	A Physics-Based Noise Formation Model for Extr...	Kaixuan Wei	denoising	image-denoising		https://github.com/Vandermode/NoiseModel	75
238	Supervised Raw Video Denoising With a Benchmar...	Huanjing Yue	denoising	image-denoising	video-denoising	https://github.com/cao-cong/RViDeNet	49
339	Transfer Learning From Synthetic to Real-Noise...	Yoonsik Kim	denoising	transfer-learning		https://github.com/terryoo/AINDNet	25
684	Event Probability Mask (EPM) and Event Denoisi...	R. Wes Baldwin
693	Self2Self With Dropout: Learning Self-Supervis...	Yuhui Quan
721	Joint Demosaicing and Denoising With Self Guid...	Lin Liu
804	Memory-Efficient Hierarchical Neural Architect...	Haokui Zhang
1285	Basis Prediction Networks for Effective Burst ...	Zhihao Xia
130	CycleISP: Real Image Restoration via Improved ...	Syed Waqas Zamir	denoising	image-denoising	image-restoration	https://github.com/swz30/CycleISP	98
270	Show, Edit and Tell: A Framework for Editing I...	Fawaz Sammani	denoising	image-captioning		https://github.com/fawazsammani/show-edit-tell	40
434	Plug-and-Play Algorithms for Large-Scale Snaps...	Xin Yuan	denoising			https://github.com/liuyang12/PnP-SCI	11
492	Enhancing Intrinsic Adversarial Robustness via...	Guanlin Li	denoising	image-restoration	self-supervised-learning	https://github.com/GuanlinLee/FPD-for-Adversar...	6
93	Rethinking Data Augmentation for Image Super-r...	Jaejun Yoo	data-augmentation	denoising	image-restoration	https://github.com/clovaai/cutblur	157
511	ColorFool: Semantic Adversarial Colorization	Ali Shahin Shamsabadi	adversarial-attack	colorization	denoising	https://github.com/smartcameras/ColorFool	4

Classify topic

a	b	c	d
pose-estimation	object-detection	image-retrieval	traffic-sign-recognition
3d-object-detection	semantic-segmentation	image-classification	robust-speech-recognition
3d-reconstruction	image-classification	optical-flow-estimation	face-clustering

List four classes of topic in topic_class.xlsx

Then run count_class_topic(topic_class, 'a') to get topics in each class:

Collect all information for this topic class: get_and_save('a'). The result save in info/A.csv.

Snapshot of the result:

filename	title	author	task 1	task 2	task 3	github	stars
Kocabas_VIBE_Video_Inference_for_Human_Body_Pose_and_Shape_Estimation_CVPR_2020_paper	VIBE: Video Inference for Human Body Pose and Shape Estimation	Muhammed Kocabas	3d-human-pose-estimation	3d-pose-estimation	motion-capture	https://github.com/mkocabas/VIBE	1230
Cheng_HigherHRNet_Scale-Aware_Representation_Learning_for_Bottom-Up_Human_Pose_Estimation_CVPR_2020_paper	HigherHRNet: Scale-Aware Representation Learning for Bottom-Up Human Pose Estimation	Bowen Cheng	multi-person-pose-estimation	pose-estimation	representation-learning	https://github.com/HRNet/Higher-HRNet-Human-Pose-Estimation	482
Song_HybridPose_6D_Object_Pose_Estimation_Under_Hybrid_Representations_CVPR_2020_paper	HybridPose: 6D Object Pose Estimation Under Hybrid Representations	Chen Song	6d-pose-estimation	pose-estimation		https://github.com/chensong1995/HybridPose	242
He_PVN3D_A_Deep_Point-Wise_3D_Keypoints_Voting_Network_for_6DoF_CVPR_2020_paper	PVN3D: A Deep Point-Wise 3D Keypoints Voting Network for 6DoF Pose Estimation	Yisheng He	6d-pose-estimation-1	keypoint-detection	pose-estimation	https://github.com/ethnhe/PVN3D	142
Jiang_Coherent_Reconstruction_of_Multiple_Humans_From_a_Single_Image_CVPR_2020_paper	Coherent Reconstruction of Multiple Humans From a Single Image	Wen Jiang	3d-pose-estimation	3d-reconstruction	instance-segmentation	https://github.com/JiangWenPL/multiperson	98
Chen_End-to-End_Learnable_Geometric_Vision_by_Backpropagating_PnP_Optimization_CVPR_2020_paper	End-to-End Learnable Geometric Vision by Backpropagating PnP Optimization	Bo Chen	6d-pose-estimation-1	6d-pose-estimation		https://github.com/BoChenYS/BPnP	90

TODO

• Crawl citation rate for each paper.

Reference

1. https://paperswithcode.com/
2. https://github.com/priya-dwivedi/Deep-Learning/tree/master/cvpr2019
3. https://github.com/guanfuchen/cvpr_review
4. https://github.com/jonahthelion/cvpr_with_code
5. https://github.com/hoya012/CVPR-2019-Paper-Statistics